{"id":"W2333980802","doi":"","title":"Life, Liberty, and the Pursuit of an Effective Pedagogy","year":2014,"lang":"en","type":"article","venue":"Polymath","topic":"Critical Race Theory in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Field (mathematics); Class (philosophy); Sociology; Pedagogy; Mathematics education; Psychology; Social science; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001761734,0.00004216348,0.00009852972,0.000019447,0.0001705237,0.00004676415,0.0001963179,0.00003627817,0.00007955152],"category_scores_gemma":[0.00369482,0.0000288336,0.00002115507,0.00007311591,0.0007862544,0.0001006176,0.00003235997,0.00005358783,0.00001528378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000126017,"about_ca_system_score_gemma":0.00006652282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347789,"about_ca_topic_score_gemma":0.0007407771,"domain_scores_codex":[0.9989161,0.0005932504,0.00007991879,0.00008974635,0.0001906397,0.0001303335],"domain_scores_gemma":[0.9981513,0.001517741,0.00003560658,0.0001327065,0.00003829495,0.0001243219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003063704,0.00003608021,0.0001534211,0.000005407315,0.000004056911,3.758286e-8,0.04737306,2.813186e-7,0.00009611512,0.9045449,0.00006183591,0.04769418],"study_design_scores_gemma":[0.001337023,0.0002282157,0.03027548,0.0000289629,0.00008799796,0.000002394972,0.05561176,0.0005439486,0.001316644,0.8846906,0.02565441,0.0002226066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405805,0.0001643796,0.0001571986,0.01651306,0.0002214139,0.0002090504,0.000001264168,0.00002694165,0.04212619],"genre_scores_gemma":[0.9986456,0.00001461736,0.00006603639,0.000559209,0.0002597625,0.0000179057,4.867645e-7,0.000004866969,0.0004314915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05806513,"threshold_uncertainty_score":0.4423312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007275720308204048,"score_gpt":0.3672293492531037,"score_spread":0.3599536289448996,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}